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Chronic Heart Failure Follow-up Management Based on Agent Technology

OBJECTIVES: Monitoring heart failure patients through continues assessment of sign and symptoms by information technology tools lead to large reduction in re-hospitalization. Agent technology is one of the strongest artificial intelligence areas; therefore, it can be expected to facilitate, accelera...

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Detalles Bibliográficos
Autores principales: Mohammadzadeh, Niloofar, Safdari, Reza
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korean Society of Medical Informatics 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4659889/
https://www.ncbi.nlm.nih.gov/pubmed/26618038
http://dx.doi.org/10.4258/hir.2015.21.4.307
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author Mohammadzadeh, Niloofar
Safdari, Reza
author_facet Mohammadzadeh, Niloofar
Safdari, Reza
author_sort Mohammadzadeh, Niloofar
collection PubMed
description OBJECTIVES: Monitoring heart failure patients through continues assessment of sign and symptoms by information technology tools lead to large reduction in re-hospitalization. Agent technology is one of the strongest artificial intelligence areas; therefore, it can be expected to facilitate, accelerate, and improve health services especially in home care and telemedicine. The aim of this article is to provide an agent-based model for chronic heart failure (CHF) follow-up management. METHODS: This research was performed in 2013-2014 to determine appropriate scenarios and the data required to monitor and follow-up CHF patients, and then an agent-based model was designed. RESULTS: Agents in the proposed model perform the following tasks: medical data access, communication with other agents of the framework and intelligent data analysis, including medical data processing, reasoning, negotiation for decision-making, and learning capabilities. CONCLUSIONS: The proposed multi-agent system has ability to learn and thus improve itself. Implementation of this model with more and various interval times at a broader level could achieve better results. The proposed multi-agent system is no substitute for cardiologists, but it could assist them in decision-making.
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spelling pubmed-46598892015-11-29 Chronic Heart Failure Follow-up Management Based on Agent Technology Mohammadzadeh, Niloofar Safdari, Reza Healthc Inform Res Original Article OBJECTIVES: Monitoring heart failure patients through continues assessment of sign and symptoms by information technology tools lead to large reduction in re-hospitalization. Agent technology is one of the strongest artificial intelligence areas; therefore, it can be expected to facilitate, accelerate, and improve health services especially in home care and telemedicine. The aim of this article is to provide an agent-based model for chronic heart failure (CHF) follow-up management. METHODS: This research was performed in 2013-2014 to determine appropriate scenarios and the data required to monitor and follow-up CHF patients, and then an agent-based model was designed. RESULTS: Agents in the proposed model perform the following tasks: medical data access, communication with other agents of the framework and intelligent data analysis, including medical data processing, reasoning, negotiation for decision-making, and learning capabilities. CONCLUSIONS: The proposed multi-agent system has ability to learn and thus improve itself. Implementation of this model with more and various interval times at a broader level could achieve better results. The proposed multi-agent system is no substitute for cardiologists, but it could assist them in decision-making. Korean Society of Medical Informatics 2015-10 2015-10-31 /pmc/articles/PMC4659889/ /pubmed/26618038 http://dx.doi.org/10.4258/hir.2015.21.4.307 Text en © 2015 The Korean Society of Medical Informatics http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Mohammadzadeh, Niloofar
Safdari, Reza
Chronic Heart Failure Follow-up Management Based on Agent Technology
title Chronic Heart Failure Follow-up Management Based on Agent Technology
title_full Chronic Heart Failure Follow-up Management Based on Agent Technology
title_fullStr Chronic Heart Failure Follow-up Management Based on Agent Technology
title_full_unstemmed Chronic Heart Failure Follow-up Management Based on Agent Technology
title_short Chronic Heart Failure Follow-up Management Based on Agent Technology
title_sort chronic heart failure follow-up management based on agent technology
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4659889/
https://www.ncbi.nlm.nih.gov/pubmed/26618038
http://dx.doi.org/10.4258/hir.2015.21.4.307
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